{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [],
   "source": [
    "from wordcloud import WordCloud\n",
    "import pandas as pd\n",
    "import matplotlib.pyplot as plt\n",
    "from PIL import Image\n",
    "import numpy as np\n",
    "from lxml import etree\n",
    "from nltk.tokenize import word_tokenize\n",
    "import nltk"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>0</th>\n",
       "      <th>1</th>\n",
       "      <th>2</th>\n",
       "      <th>3</th>\n",
       "      <th>4</th>\n",
       "      <th>5</th>\n",
       "      <th>6</th>\n",
       "      <th>7</th>\n",
       "      <th>8</th>\n",
       "      <th>9</th>\n",
       "      <th>10</th>\n",
       "      <th>11</th>\n",
       "      <th>12</th>\n",
       "      <th>13</th>\n",
       "      <th>14</th>\n",
       "      <th>15</th>\n",
       "      <th>16</th>\n",
       "      <th>17</th>\n",
       "      <th>18</th>\n",
       "      <th>19</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>shrimp</td>\n",
       "      <td>almonds</td>\n",
       "      <td>avocado</td>\n",
       "      <td>vegetables mix</td>\n",
       "      <td>green grapes</td>\n",
       "      <td>whole weat flour</td>\n",
       "      <td>yams</td>\n",
       "      <td>cottage cheese</td>\n",
       "      <td>energy drink</td>\n",
       "      <td>tomato juice</td>\n",
       "      <td>low fat yogurt</td>\n",
       "      <td>green tea</td>\n",
       "      <td>honey</td>\n",
       "      <td>salad</td>\n",
       "      <td>mineral water</td>\n",
       "      <td>salmon</td>\n",
       "      <td>antioxydant juice</td>\n",
       "      <td>frozen smoothie</td>\n",
       "      <td>spinach</td>\n",
       "      <td>olive oil</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>burgers</td>\n",
       "      <td>meatballs</td>\n",
       "      <td>eggs</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>chutney</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>turkey</td>\n",
       "      <td>avocado</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>mineral water</td>\n",
       "      <td>milk</td>\n",
       "      <td>energy bar</td>\n",
       "      <td>whole wheat rice</td>\n",
       "      <td>green tea</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>...</th>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7496</th>\n",
       "      <td>butter</td>\n",
       "      <td>light mayo</td>\n",
       "      <td>fresh bread</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7497</th>\n",
       "      <td>burgers</td>\n",
       "      <td>frozen vegetables</td>\n",
       "      <td>eggs</td>\n",
       "      <td>french fries</td>\n",
       "      <td>magazines</td>\n",
       "      <td>green tea</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7498</th>\n",
       "      <td>chicken</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7499</th>\n",
       "      <td>escalope</td>\n",
       "      <td>green tea</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7500</th>\n",
       "      <td>eggs</td>\n",
       "      <td>frozen smoothie</td>\n",
       "      <td>yogurt cake</td>\n",
       "      <td>low fat yogurt</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>7501 rows × 20 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "                 0                  1            2                 3   \\\n",
       "0            shrimp            almonds      avocado    vegetables mix   \n",
       "1           burgers          meatballs         eggs               NaN   \n",
       "2           chutney                NaN          NaN               NaN   \n",
       "3            turkey            avocado          NaN               NaN   \n",
       "4     mineral water               milk   energy bar  whole wheat rice   \n",
       "...             ...                ...          ...               ...   \n",
       "7496         butter         light mayo  fresh bread               NaN   \n",
       "7497        burgers  frozen vegetables         eggs      french fries   \n",
       "7498        chicken                NaN          NaN               NaN   \n",
       "7499       escalope          green tea          NaN               NaN   \n",
       "7500           eggs    frozen smoothie  yogurt cake    low fat yogurt   \n",
       "\n",
       "                4                 5     6               7             8   \\\n",
       "0     green grapes  whole weat flour  yams  cottage cheese  energy drink   \n",
       "1              NaN               NaN   NaN             NaN           NaN   \n",
       "2              NaN               NaN   NaN             NaN           NaN   \n",
       "3              NaN               NaN   NaN             NaN           NaN   \n",
       "4        green tea               NaN   NaN             NaN           NaN   \n",
       "...            ...               ...   ...             ...           ...   \n",
       "7496           NaN               NaN   NaN             NaN           NaN   \n",
       "7497     magazines         green tea   NaN             NaN           NaN   \n",
       "7498           NaN               NaN   NaN             NaN           NaN   \n",
       "7499           NaN               NaN   NaN             NaN           NaN   \n",
       "7500           NaN               NaN   NaN             NaN           NaN   \n",
       "\n",
       "                9               10         11     12     13             14  \\\n",
       "0     tomato juice  low fat yogurt  green tea  honey  salad  mineral water   \n",
       "1              NaN             NaN        NaN    NaN    NaN            NaN   \n",
       "2              NaN             NaN        NaN    NaN    NaN            NaN   \n",
       "3              NaN             NaN        NaN    NaN    NaN            NaN   \n",
       "4              NaN             NaN        NaN    NaN    NaN            NaN   \n",
       "...            ...             ...        ...    ...    ...            ...   \n",
       "7496           NaN             NaN        NaN    NaN    NaN            NaN   \n",
       "7497           NaN             NaN        NaN    NaN    NaN            NaN   \n",
       "7498           NaN             NaN        NaN    NaN    NaN            NaN   \n",
       "7499           NaN             NaN        NaN    NaN    NaN            NaN   \n",
       "7500           NaN             NaN        NaN    NaN    NaN            NaN   \n",
       "\n",
       "          15                 16               17       18         19  \n",
       "0     salmon  antioxydant juice  frozen smoothie  spinach  olive oil  \n",
       "1        NaN                NaN              NaN      NaN        NaN  \n",
       "2        NaN                NaN              NaN      NaN        NaN  \n",
       "3        NaN                NaN              NaN      NaN        NaN  \n",
       "4        NaN                NaN              NaN      NaN        NaN  \n",
       "...      ...                ...              ...      ...        ...  \n",
       "7496     NaN                NaN              NaN      NaN        NaN  \n",
       "7497     NaN                NaN              NaN      NaN        NaN  \n",
       "7498     NaN                NaN              NaN      NaN        NaN  \n",
       "7499     NaN                NaN              NaN      NaN        NaN  \n",
       "7500     NaN                NaN              NaN      NaN        NaN  \n",
       "\n",
       "[7501 rows x 20 columns]"
      ]
     },
     "execution_count": 2,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "#读取数据\n",
    "data=pd.read_csv('Market_Basket_Optimisation.csv',header=None)\n",
    "data"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "transactions前10个元素:\n",
      " [['shrimp', 'almonds', 'avocado', 'vegetables mix', 'green grapes', 'whole weat flour', 'yams', 'cottage cheese', 'energy drink', 'tomato juice', 'low fat yogurt', 'green tea', 'honey', 'salad', 'mineral water', 'salmon', 'antioxydant juice', 'frozen smoothie', 'spinach', 'olive oil'], ['burgers', 'meatballs', 'eggs'], ['chutney'], ['turkey', 'avocado'], ['mineral water', 'milk', 'energy bar', 'whole wheat rice', 'green tea'], ['low fat yogurt'], ['whole wheat pasta', 'french fries'], ['soup', 'light cream', 'shallot'], ['frozen vegetables', 'spaghetti', 'green tea'], ['french fries']]\n",
      "带有数量的词的字典\n"
     ]
    },
    {
     "data": {
      "text/plain": [
       "{'shrimp': 536,\n",
       " 'almonds': 153,\n",
       " 'avocado': 250,\n",
       " 'vegetables mix': 193,\n",
       " 'green grapes': 68,\n",
       " 'whole weat flour': 70,\n",
       " 'yams': 86,\n",
       " 'cottage cheese': 239,\n",
       " 'energy drink': 200,\n",
       " 'tomato juice': 228,\n",
       " 'low fat yogurt': 574,\n",
       " 'green tea': 991,\n",
       " 'honey': 356,\n",
       " 'salad': 37,\n",
       " 'mineral water': 1788,\n",
       " 'salmon': 319,\n",
       " 'antioxydant juice': 67,\n",
       " 'frozen smoothie': 475,\n",
       " 'spinach': 53,\n",
       " 'olive oil': 494,\n",
       " 'burgers': 654,\n",
       " 'meatballs': 157,\n",
       " 'eggs': 1348,\n",
       " 'chutney': 31,\n",
       " 'turkey': 469,\n",
       " 'milk': 972,\n",
       " 'energy bar': 203,\n",
       " 'whole wheat rice': 439,\n",
       " 'whole wheat pasta': 221,\n",
       " 'french fries': 1282,\n",
       " 'soup': 379,\n",
       " 'light cream': 117,\n",
       " 'shallot': 58,\n",
       " 'frozen vegetables': 715,\n",
       " 'spaghetti': 1306,\n",
       " 'pet food': 49,\n",
       " 'cookies': 603,\n",
       " 'cooking oil': 383,\n",
       " 'champagne': 351,\n",
       " 'chocolate': 1230,\n",
       " 'chicken': 450,\n",
       " 'oil': 173,\n",
       " 'fresh tuna': 167,\n",
       " 'tomatoes': 513,\n",
       " 'black tea': 107,\n",
       " 'extra dark chocolate': 90,\n",
       " 'protein bar': 139,\n",
       " 'red wine': 211,\n",
       " 'pasta': 118,\n",
       " 'pepper': 199,\n",
       " 'shampoo': 37,\n",
       " 'rice': 141,\n",
       " 'sparkling water': 47,\n",
       " 'ham': 203,\n",
       " 'body spray': 86,\n",
       " 'pancakes': 713,\n",
       " 'grated cheese': 393,\n",
       " 'white wine': 124,\n",
       " 'toothpaste': 61,\n",
       " 'parmesan cheese': 149,\n",
       " 'fresh bread': 323,\n",
       " 'ground beef': 737,\n",
       " 'escalope': 595,\n",
       " 'herb & pepper': 371,\n",
       " 'tomato sauce': 106,\n",
       " 'magazines': 82,\n",
       " 'strawberries': 160,\n",
       " 'strong cheese': 58,\n",
       " 'pickles': 45,\n",
       " 'cake': 608,\n",
       " 'hot dogs': 243,\n",
       " 'brownies': 253,\n",
       " 'cereals': 193,\n",
       " 'clothes accessories': 63,\n",
       " 'bug spray': 65,\n",
       " 'muffins': 181,\n",
       " 'light mayo': 204,\n",
       " 'gums': 101,\n",
       " 'soda': 47,\n",
       " 'cider': 79,\n",
       " 'corn': 36,\n",
       " 'yogurt cake': 205,\n",
       " 'mint': 131,\n",
       " 'butter': 226,\n",
       " 'asparagus': 35,\n",
       " 'french wine': 169,\n",
       " 'salt': 69,\n",
       " 'tea': 29,\n",
       " 'barbecue sauce': 81,\n",
       " 'mayonnaise': 46,\n",
       " 'zucchini': 71,\n",
       " 'carrots': 115,\n",
       " 'mushroom cream sauce': 143,\n",
       " 'candy bars': 73,\n",
       " 'chili': 46,\n",
       " 'mashed potato': 31,\n",
       " 'nonfat milk': 78,\n",
       " 'water spray': 3,\n",
       " 'chocolate bread': 32,\n",
       " 'mint green tea': 42,\n",
       " 'eggplant': 99,\n",
       " 'blueberries': 69,\n",
       " 'bacon': 65,\n",
       " 'fromage blanc': 102,\n",
       " 'gluten free bar': 52,\n",
       " 'dessert wine': 33,\n",
       " 'flax seed': 68,\n",
       " 'hand protein bar': 39,\n",
       " 'sandwich': 34,\n",
       " 'babies food': 34,\n",
       " 'melons': 90,\n",
       " 'cauliflower': 36,\n",
       " 'green beans': 65,\n",
       " 'ketchup': 33,\n",
       " 'bramble': 14,\n",
       " 'burger sauce': 44,\n",
       " 'oatmeal': 33,\n",
       " ' asparagus': 1,\n",
       " 'cream': 7,\n",
       " 'napkins': 5}"
      ]
     },
     "execution_count": 3,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "#想办法把这些数据放到一个 transactions 中\n",
    "transactions=[]\n",
    "#另外做个排序  用一个字典存储key:value  key是字符串 value是出现的次数\n",
    "item_count={}\n",
    "for i in range(0,data.shape[0]):#遍历所有的行\n",
    "    temp=[]\n",
    "    for j in range(0,data.shape[1]):#在一行中遍历每一个列于元素\n",
    "        item=str(data.values[i,j])#把元素的值转成字符串类型 原有的 名字类型都是str  但是nan类型都是float 所以这里强转一下\n",
    "        if item!='nan':\n",
    "            temp.append(item)\n",
    "            if item not in item_count:#因为这里的item_count是一个全局的变量  所以这里统计的是所有的词出现的次数 形成了一个字典\n",
    "                item_count[item]=1\n",
    "            else:\n",
    "                item_count[item]+=1\n",
    "    transactions.append(temp)\n",
    "print('transactions前10个元素:\\n',transactions[0:10])\n",
    "print(\"带有数量的词的字典\")\n",
    "item_count"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [],
   "source": [
    "def remove_stop_words(f):\n",
    "    stop_words = ['Movie']\n",
    "    for stop_word in stop_words:\n",
    "        f = f.replace(stop_word, '')\n",
    "    return f\n",
    "\n",
    "# 生成词云\n",
    "def create_word_cloud(f):\n",
    "    f = remove_stop_words(f)\n",
    "    cut_text = word_tokenize(f)\n",
    "    #print(cut_text)\n",
    "    cut_text = \" \".join(cut_text)\n",
    "    wc = WordCloud(\n",
    "        max_words=100,\n",
    "        width=2000,\n",
    "        height=1200,\n",
    "    )\n",
    "    wordcloud = wc.generate(cut_text)\n",
    "    # 写词云图片\n",
    "    wordcloud.to_file(\"wordcloud3.jpg\")\n",
    "    # 显示词云文件\n",
    "    plt.imshow(wordcloud)\n",
    "    plt.axis(\"off\")\n",
    "    plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "#首先得到all_word  然后丢进函数中去\n",
    "all_word=' '.join('%s'%item for item in transactions)\n",
    "create_word_cloud(all_word)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "[('mineral water', 1788), ('eggs', 1348), ('spaghetti', 1306), ('french fries', 1282), ('chocolate', 1230), ('green tea', 991), ('milk', 972), ('ground beef', 737), ('frozen vegetables', 715), ('pancakes', 713), ('burgers', 654), ('cake', 608), ('cookies', 603), ('escalope', 595), ('low fat yogurt', 574), ('shrimp', 536), ('tomatoes', 513), ('olive oil', 494), ('frozen smoothie', 475), ('turkey', 469), ('chicken', 450), ('whole wheat rice', 439), ('grated cheese', 393), ('cooking oil', 383), ('soup', 379), ('herb & pepper', 371), ('honey', 356), ('champagne', 351), ('fresh bread', 323), ('salmon', 319), ('brownies', 253), ('avocado', 250), ('hot dogs', 243), ('cottage cheese', 239), ('tomato juice', 228), ('butter', 226), ('whole wheat pasta', 221), ('red wine', 211), ('yogurt cake', 205), ('light mayo', 204), ('energy bar', 203), ('ham', 203), ('energy drink', 200), ('pepper', 199), ('vegetables mix', 193), ('cereals', 193), ('muffins', 181), ('oil', 173), ('french wine', 169), ('fresh tuna', 167), ('strawberries', 160), ('meatballs', 157), ('almonds', 153), ('parmesan cheese', 149), ('mushroom cream sauce', 143), ('rice', 141), ('protein bar', 139), ('mint', 131), ('white wine', 124), ('pasta', 118), ('light cream', 117), ('carrots', 115), ('black tea', 107), ('tomato sauce', 106), ('fromage blanc', 102), ('gums', 101), ('eggplant', 99), ('extra dark chocolate', 90), ('melons', 90), ('yams', 86), ('body spray', 86), ('magazines', 82), ('barbecue sauce', 81), ('cider', 79), ('nonfat milk', 78), ('candy bars', 73), ('zucchini', 71), ('whole weat flour', 70), ('salt', 69), ('blueberries', 69), ('green grapes', 68), ('flax seed', 68), ('antioxydant juice', 67), ('bug spray', 65), ('bacon', 65), ('green beans', 65), ('clothes accessories', 63), ('toothpaste', 61), ('shallot', 58), ('strong cheese', 58), ('spinach', 53), ('gluten free bar', 52), ('pet food', 49), ('sparkling water', 47), ('soda', 47), ('mayonnaise', 46), ('chili', 46), ('pickles', 45), ('burger sauce', 44), ('mint green tea', 42), ('hand protein bar', 39), ('salad', 37), ('shampoo', 37), ('corn', 36), ('cauliflower', 36), ('asparagus', 35), ('sandwich', 34), ('babies food', 34), ('dessert wine', 33), ('ketchup', 33), ('oatmeal', 33), ('chocolate bread', 32), ('chutney', 31), ('mashed potato', 31), ('tea', 29), ('bramble', 14), ('cream', 7), ('napkins', 5), ('water spray', 3), (' asparagus', 1)]\n"
     ]
    }
   ],
   "source": [
    "#输出一下top10的商品\n",
    "print(sorted(item_count.items(),key=lambda x:x[1],reverse=True))"
   ]
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.7.6"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 4
}
